Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	14620
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	104.0 B

Variable types

Numeric	12
Categorical	1

Alerts

`number of bedrooms` is highly overall correlated with `number of bathrooms` and 2 other fields	High correlation
`number of bathrooms` is highly overall correlated with `number of bedrooms` and 6 other fields	High correlation
`living area` is highly overall correlated with `number of bedrooms` and 4 other fields	High correlation
`number of floors` is highly overall correlated with `number of bathrooms` and 3 other fields	High correlation
`grade of the house` is highly overall correlated with `number of bathrooms` and 4 other fields	High correlation
`Area of the house(excluding basement)` is highly overall correlated with `number of bedrooms` and 5 other fields	High correlation
`Built Year` is highly overall correlated with `number of bathrooms` and 1 other fields	High correlation
`Price` is highly overall correlated with `number of bathrooms` and 3 other fields	High correlation
`Area of the basement` has 8842 (60.5%) zeros	Zeros

Reproduction

Analysis started	2023-05-17 07:39:49.335920
Analysis finished	2023-05-17 07:40:11.977080
Duration	22.64 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

number of bedrooms
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3793434

Minimum	1
Maximum	33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	33
Range	32
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.93871885
Coefficient of variation (CV)	0.27778144
Kurtosis	69.24031
Mean	3.3793434
Median Absolute Deviation (MAD)	1
Skewness	2.6632569
Sum	49406
Variance	0.88119308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	6612	45.2%
4	4724	32.3%
2	1844	12.6%
5	1079	7.4%
6	176	1.2%
1	136	0.9%
7	30	0.2%
8	11	0.1%
9	3	< 0.1%
10	3	< 0.1%
Other values (2)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	136	0.9%
2	1844	12.6%
3	6612	45.2%
4	4724	32.3%
5	1079	7.4%
6	176	1.2%
7	30	0.2%
8	11	0.1%
9	3	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
33	1	< 0.1%
11	1	< 0.1%
10	3	< 0.1%
9	3	< 0.1%
8	11	0.1%
7	30	0.2%
6	176	1.2%
5	1079	7.4%
4	4724	32.3%
3	6612	45.2%

number of bathrooms
Real number (ℝ)

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1295828

Minimum	0.5
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1
Q1	1.75
median	2.25
Q3	2.5
95-th percentile	3.5
Maximum	8
Range	7.5
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.7699345
Coefficient of variation (CV)	0.36154242
Kurtosis	1.5881949
Mean	2.1295828
Median Absolute Deviation (MAD)	0.5
Skewness	0.55666314
Sum	31134.5
Variance	0.59279913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
2.5	3678	25.2%
1	2509	17.2%
1.75	2062	14.1%
2.25	1378	9.4%
2	1323	9.0%
1.5	968	6.6%
2.75	831	5.7%
3	510	3.5%
3.5	504	3.4%
3.25	424	2.9%
Other values (19)	433	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	3	< 0.1%
0.75	47	0.3%
1	2509	17.2%
1.25	7	< 0.1%
1.5	968	6.6%
1.75	2062	14.1%
2	1323	9.0%
2.25	1378	9.4%
2.5	3678	25.2%
2.75	831	5.7%

Value	Count	Frequency (%)
8	2	< 0.1%
7.75	1	< 0.1%
7.5	1	< 0.1%
6.75	2	< 0.1%
6.5	1	< 0.1%
6.25	2	< 0.1%
6	3	< 0.1%
5.75	2	< 0.1%
5.5	8	0.1%
5.25	12	0.1%

living area
Real number (ℝ)

Distinct	865
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2098.263

Minimum	370
Maximum	13540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	370
5-th percentile	940
Q1	1440
median	1930
Q3	2570
95-th percentile	3800
Maximum	13540
Range	13170
Interquartile range (IQR)	1130

Descriptive statistics

Standard deviation	928.27572
Coefficient of variation (CV)	0.44240199
Kurtosis	6.0736171
Mean	2098.263
Median Absolute Deviation (MAD)	550
Skewness	1.5383366
Sum	30676605
Variance	861695.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	93	0.6%
1010	92	0.6%
1320	91	0.6%
1660	90	0.6%
1820	88	0.6%
1440	86	0.6%
2100	85	0.6%
1800	84	0.6%
1720	84	0.6%
1480	84	0.6%
Other values (855)	13743	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
370	1	< 0.1%
380	1	< 0.1%
420	1	< 0.1%
430	1	< 0.1%
440	1	< 0.1%
460	1	< 0.1%
470	1	< 0.1%
480	2	< 0.1%
490	1	< 0.1%
500	1	< 0.1%

Value	Count	Frequency (%)
13540	1	< 0.1%
12050	1	< 0.1%
10040	1	< 0.1%
9890	1	< 0.1%
9640	1	< 0.1%
9200	1	< 0.1%
8670	1	< 0.1%
8020	1	< 0.1%
8010	1	< 0.1%
7710	1	< 0.1%

lot area
Real number (ℝ)

Distinct	7451
Distinct (%)	51.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15093.281

Minimum	520
Maximum	1074218
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	520
5-th percentile	1752.9
Q1	5010.75
median	7620
Q3	10800
95-th percentile	43832.3
Maximum	1074218
Range	1073698
Interquartile range (IQR)	5789.25

Descriptive statistics

Standard deviation	37919.621
Coefficient of variation (CV)	2.5123511
Kurtosis	164.75727
Mean	15093.281
Median Absolute Deviation (MAD)	2655
Skewness	10.155206
Sum	2.2066377 × 10⁸
Variance	1.4378977 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	269	1.8%
6000	176	1.2%
4000	172	1.2%
7200	149	1.0%
7500	82	0.6%
4800	80	0.5%
4500	75	0.5%
9600	73	0.5%
9000	72	0.5%
8400	72	0.5%
Other values (7441)	13400	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
520	1	< 0.1%
635	1	< 0.1%
638	1	< 0.1%
676	1	< 0.1%
681	1	< 0.1%
696	1	< 0.1%
704	1	< 0.1%
705	1	< 0.1%
711	1	< 0.1%
713	1	< 0.1%

Value	Count	Frequency (%)
1074218	1	< 0.1%
982998	1	< 0.1%
982278	1	< 0.1%
843309	1	< 0.1%
641203	1	< 0.1%
577605	1	< 0.1%
533610	1	< 0.1%
507038	1	< 0.1%
505166	1	< 0.1%
501376	1	< 0.1%

number of floors
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5023598

Minimum	1
Maximum	3.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1.5
Q3	2
95-th percentile	2
Maximum	3.5
Range	2.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.54023861
Coefficient of variation (CV)	0.35959337
Kurtosis	-0.52357613
Mean	1.5023598
Median Absolute Deviation (MAD)	0.5
Skewness	0.58615758
Sum	21964.5
Variance	0.29185776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	7103	48.6%
2	5666	38.8%
1.5	1311	9.0%
3	418	2.9%
2.5	118	0.8%
3.5	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7103	48.6%
1.5	1311	9.0%
2	5666	38.8%
2.5	118	0.8%
3	418	2.9%
3.5	4	< 0.1%

Value	Count	Frequency (%)
3.5	4	< 0.1%
3	418	2.9%
2.5	118	0.8%
2	5666	38.8%
1.5	1311	9.0%
1	7103	48.6%

condition of the house
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	828.2 KiB

3	9350
4	3874
5	1278
2	100
1	18

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14620
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5
2nd row	5
3rd row	3
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring characters

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14620	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	14620	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14620	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

grade of the house
Real number (ℝ)

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6824213

Minimum	4
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	7
median	7
Q3	8
95-th percentile	10
Maximum	13
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1750328
Coefficient of variation (CV)	0.15295083
Kurtosis	1.0480222
Mean	7.6824213
Median Absolute Deviation (MAD)	1
Skewness	0.77758351
Sum	112317
Variance	1.380702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	6011	41.1%
8	4137	28.3%
9	1828	12.5%
6	1324	9.1%
10	804	5.5%
11	280	1.9%
5	154	1.1%
12	55	0.4%
4	17	0.1%
13	10	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	17	0.1%
5	154	1.1%
6	1324	9.1%
7	6011	41.1%
8	4137	28.3%
9	1828	12.5%
10	804	5.5%
11	280	1.9%
12	55	0.4%
13	10	0.1%

Value	Count	Frequency (%)
13	10	0.1%
12	55	0.4%
11	280	1.9%
10	804	5.5%
9	1828	12.5%
8	4137	28.3%
7	6011	41.1%
6	1324	9.1%
5	154	1.1%
4	17	0.1%

Area of the house(excluding basement)
Real number (ℝ)

Distinct	781
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1801.7839

Minimum	370
Maximum	9410
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	370
5-th percentile	860
Q1	1200
median	1580
Q3	2240
95-th percentile	3400
Maximum	9410
Range	9040
Interquartile range (IQR)	1040

Descriptive statistics

Standard deviation	833.80996
Coefficient of variation (CV)	0.46276912
Kurtosis	3.4022583
Mean	1801.7839
Median Absolute Deviation (MAD)	460
Skewness	1.4364458
Sum	26342081
Variance	695239.05
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1010	146	1.0%
1200	138	0.9%
1300	138	0.9%
1140	127	0.9%
1400	126	0.9%
1220	125	0.9%
1340	123	0.8%
1060	123	0.8%
1320	118	0.8%
1100	117	0.8%
Other values (771)	13339	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
370	1	< 0.1%
380	1	< 0.1%
420	1	< 0.1%
430	1	< 0.1%
440	1	< 0.1%
460	1	< 0.1%
470	1	< 0.1%
480	3	< 0.1%
490	2	< 0.1%
500	2	< 0.1%

Value	Count	Frequency (%)
9410	1	< 0.1%
8860	1	< 0.1%
8570	1	< 0.1%
8020	1	< 0.1%
7680	1	< 0.1%
7320	1	< 0.1%
6640	1	< 0.1%
6430	1	< 0.1%
6420	1	< 0.1%
6380	1	< 0.1%

Area of the basement
Real number (ℝ)

Distinct	280
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	296.47907

Minimum	0
Maximum	4820
Zeros	8842
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	580
95-th percentile	1190
Maximum	4820
Range	4820
Interquartile range (IQR)	580

Descriptive statistics

Standard deviation	448.55141
Coefficient of variation (CV)	1.5129277
Kurtosis	3.1396354
Mean	296.47907
Median Absolute Deviation (MAD)	0
Skewness	1.6097443
Sum	4334524
Variance	201198.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8842	60.5%
800	157	1.1%
600	148	1.0%
700	147	1.0%
500	146	1.0%
400	121	0.8%
1000	107	0.7%
900	98	0.7%
300	96	0.7%
620	71	0.5%
Other values (270)	4687	32.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8842	60.5%
10	2	< 0.1%
20	1	< 0.1%
40	1	< 0.1%
50	10	0.1%
60	7	< 0.1%
65	1	< 0.1%
70	4	< 0.1%
80	10	0.1%
90	14	0.1%

Value	Count	Frequency (%)
4820	1	< 0.1%
4130	1	< 0.1%
3500	1	< 0.1%
3480	1	< 0.1%
3260	1	< 0.1%
3000	1	< 0.1%
2850	1	< 0.1%
2810	1	< 0.1%
2730	1	< 0.1%
2720	1	< 0.1%

Built Year
Real number (ℝ)

Distinct	116
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1970.9264

Minimum	1900
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	1900
5-th percentile	1915
Q1	1951
median	1975
Q3	1997
95-th percentile	2011
Maximum	2015
Range	115
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	29.493625
Coefficient of variation (CV)	0.014964346
Kurtosis	-0.67347362
Mean	1970.9264
Median Absolute Deviation (MAD)	23
Skewness	-0.47204858
Sum	28814944
Variance	869.87392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2014	404	2.8%
2005	319	2.2%
2006	300	2.1%
2004	296	2.0%
2003	295	2.0%
2007	274	1.9%
1977	266	1.8%
1978	264	1.8%
1968	253	1.7%
2008	241	1.6%
Other values (106)	11708	80.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1900	61	0.4%
1901	21	0.1%
1902	20	0.1%
1903	33	0.2%
1904	28	0.2%
1905	46	0.3%
1906	67	0.5%
1907	49	0.3%
1908	54	0.4%
1909	72	0.5%

Value	Count	Frequency (%)
2015	12	0.1%
2014	404	2.8%
2013	130	0.9%
2012	103	0.7%
2011	98	0.7%
2010	85	0.6%
2009	148	1.0%
2008	241	1.6%
2007	274	1.9%
2006	300	2.1%

Postal Code
Real number (ℝ)

Distinct	70
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122033.06

Minimum	122003
Maximum	122072
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	122003
5-th percentile	122006
Q1	122017
median	122032
Q3	122048
95-th percentile	122066
Maximum	122072
Range	69
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	19.082418
Coefficient of variation (CV)	0.00015637089
Kurtosis	-1.0583636
Mean	122033.06
Median Absolute Deviation (MAD)	16
Skewness	0.22773543
Sum	1.7841234 × 10⁹
Variance	364.13868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
122028	432	3.0%
122005	416	2.8%
122006	397	2.7%
122007	396	2.7%
122033	383	2.6%
122024	376	2.6%
122027	347	2.4%
122035	343	2.3%
122018	335	2.3%
122038	322	2.2%
Other values (60)	10873	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
122003	130	0.9%
122004	157	1.1%
122005	416	2.8%
122006	397	2.7%
122007	396	2.7%
122008	198	1.4%
122009	216	1.5%
122010	291	2.0%
122011	229	1.6%
122012	285	1.9%

Value	Count	Frequency (%)
122072	132	0.9%
122071	37	0.3%
122070	83	0.6%
122069	89	0.6%
122068	154	1.1%
122067	179	1.2%
122066	87	0.6%
122065	155	1.1%
122064	253	1.7%
122063	185	1.3%

Distance from the airport
Real number (ℝ)

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.950958

Minimum	50
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	50
5-th percentile	51
Q1	57
median	65
Q3	73
95-th percentile	79
Maximum	80
Range	30
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	8.9360078
Coefficient of variation (CV)	0.13758085
Kurtosis	-1.2030482
Mean	64.950958
Median Absolute Deviation (MAD)	8
Skewness	0.0061143303
Sum	949583
Variance	79.852236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
54	514	3.5%
70	511	3.5%
64	500	3.4%
50	495	3.4%
79	487	3.3%
60	486	3.3%
67	485	3.3%
56	484	3.3%
53	484	3.3%
59	482	3.3%
Other values (21)	9692	66.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	495	3.4%
51	442	3.0%
52	447	3.1%
53	484	3.3%
54	514	3.5%
55	473	3.2%
56	484	3.3%
57	467	3.2%
58	474	3.2%
59	482	3.3%

Value	Count	Frequency (%)
80	454	3.1%
79	487	3.3%
78	461	3.2%
77	465	3.2%
76	458	3.1%
75	466	3.2%
74	471	3.2%
73	466	3.2%
72	471	3.2%
71	465	3.2%

Price
Real number (ℝ)

Distinct	2901
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	538932.22

Minimum	78000
Maximum	7700000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	78000
5-th percentile	210000
Q1	320000
median	450000
Q3	645000
95-th percentile	1150000
Maximum	7700000
Range	7622000
Interquartile range (IQR)	325000

Descriptive statistics

Standard deviation	367532.38
Coefficient of variation (CV)	0.68196402
Kurtosis	40.321918
Mean	538932.22
Median Absolute Deviation (MAD)	150000
Skewness	4.2692977
Sum	7.879189 × 10⁹
Variance	1.3508005 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
450000	114	0.8%
350000	113	0.8%
400000	104	0.7%
375000	103	0.7%
550000	102	0.7%
500000	101	0.7%
300000	97	0.7%
425000	93	0.6%
250000	92	0.6%
525000	88	0.6%
Other values (2891)	13613	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
78000	1	< 0.1%
80000	1	< 0.1%
82000	1	< 0.1%
82500	1	< 0.1%
83000	1	< 0.1%
85000	1	< 0.1%
86500	1	< 0.1%
89000	1	< 0.1%
90000	3	< 0.1%
92000	1	< 0.1%

Value	Count	Frequency (%)
7700000	1	< 0.1%
7060000	1	< 0.1%
6890000	1	< 0.1%
5570000	1	< 0.1%
5110000	1	< 0.1%
4670000	1	< 0.1%
4490000	1	< 0.1%
4000000	1	< 0.1%
3850000	1	< 0.1%
3800000	2	< 0.1%

Auto

Heatmap
Table

	number of bedrooms	number of bathrooms	living area	lot area	number of floors	grade of the house	Area of the house(excluding basement)	Area of the basement	Built Year	Postal Code	Distance from the airport	Price	condition of the house
number of bedrooms	1.000	0.521	0.647	0.212	0.229	0.383	0.539	0.229	0.180	-0.047	-0.007	0.351	0.012
number of bathrooms	0.521	1.000	0.742	0.066	0.551	0.657	0.688	0.192	0.561	-0.115	0.008	0.508	0.121
living area	0.647	0.742	1.000	0.302	0.402	0.718	0.843	0.328	0.345	-0.098	0.002	0.658	0.053
lot area	0.212	0.066	0.302	1.000	-0.220	0.150	0.274	0.029	-0.034	0.109	-0.007	0.080	0.017
number of floors	0.229	0.551	0.402	-0.220	1.000	0.509	0.602	-0.271	0.547	-0.127	0.018	0.331	0.183
grade of the house	0.383	0.657	0.718	0.150	0.509	1.000	0.715	0.088	0.495	-0.160	0.005	0.672	0.131
Area of the house(excluding basement)	0.539	0.688	0.843	0.274	0.602	0.715	1.000	-0.167	0.468	-0.092	0.007	0.554	0.108
Area of the basement	0.229	0.192	0.328	0.029	-0.271	0.088	-0.167	1.000	-0.184	-0.023	0.001	0.254	0.100
Built Year	0.180	0.561	0.345	-0.034	0.547	0.495	0.468	-0.184	1.000	-0.071	-0.002	0.104	0.256
Postal Code	-0.047	-0.115	-0.098	0.109	-0.127	-0.160	-0.092	-0.023	-0.071	1.000	0.012	-0.293	0.062
Distance from the airport	-0.007	0.008	0.002	-0.007	0.018	0.005	0.007	0.001	-0.002	0.012	1.000	0.005	0.004
Price	0.351	0.508	0.658	0.080	0.331	0.672	0.554	0.254	0.104	-0.293	0.005	1.000	0.024
condition of the house	0.012	0.121	0.053	0.017	0.183	0.131	0.108	0.100	0.256	0.062	0.004	0.024	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	number of bedrooms	number of bathrooms	living area	lot area	number of floors	condition of the house	grade of the house	Area of the house(excluding basement)	Area of the basement	Built Year	Postal Code	Distance from the airport	Price
0	5	2.50	3650	9050	2.0	5	10	3370	280	1921	122003	58	2380000
1	4	2.50	2920	4000	1.5	5	8	1910	1010	1909	122004	51	1400000
2	5	2.75	2910	9480	1.5	3	8	2910	0	1939	122004	53	1200000
3	4	2.50	3310	42998	2.0	3	9	3310	0	2001	122005	76	838000
4	3	2.00	2710	4500	1.5	4	8	1880	830	1929	122006	51	805000
5	3	2.50	2600	4750	1.0	4	9	1700	900	1951	122007	67	790000
6	5	3.25	3660	11995	2.0	3	10	3660	0	2006	122008	72	785000
7	3	1.75	2240	10578	2.0	5	8	1550	690	1923	122006	71	750000
8	3	2.50	2390	6550	1.0	4	8	1440	950	1955	122009	73	750000
9	4	2.25	2200	11250	1.5	5	7	1300	900	1920	122010	53	698000

	number of bedrooms	number of bathrooms	living area	lot area	number of floors	condition of the house	grade of the house	Area of the house(excluding basement)	Area of the basement	Built Year	Postal Code	Distance from the airport	Price
14610	4	2.75	1810	7350	1.0	4	7	1200	610	1980	122065	73	272000
14611	3	1.75	1350	7686	1.0	3	7	1350	0	1987	122024	70	261000
14612	3	1.00	1180	5350	1.5	4	6	1180	0	1959	122063	54	260000
14613	3	1.00	1400	10425	1.0	4	7	1400	0	1968	122040	59	241500
14614	3	1.75	1590	7931	1.0	3	7	1190	400	1979	122024	80	240000
14615	2	1.50	1556	20000	1.0	4	7	1556	0	1957	122066	76	221700
14616	3	2.00	1680	7000	1.5	4	7	1680	0	1968	122072	59	219200
14617	2	1.00	1070	6120	1.0	3	6	1070	0	1962	122056	64	209000
14618	4	1.00	1030	6621	1.0	4	6	1030	0	1955	122042	54	205000
14619	3	1.00	900	4770	1.0	3	6	900	0	1969	122018	55	146000

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample